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28 results about "Nmr data" patented technology

Traditional Chinese medicine preparation quality detection method and system based on multi-dimensional data analysis

The invention provides a traditional Chinese medicine preparation quality detection method and system based on multi-dimensional data analysis, and belongs to the technical field of traditional Chinese medicine preparation quality detection. The method comprises the following steps: acquiring mass spectrum data and nuclear magnetic resonance data of various active components in a preparation to generate a multi-dimensional chemical characteristic data set; synchronously collecting corresponding data of the medicinal raw materials, and constructing a process and environment association database; constructing a chemical and process coupling analysis model; and monitoring the production process in real time to obtain the dynamic chemical fingerprint spectrum. By constructing a full-component chemical map and associating the full-component chemical map with process and environmental parameters and combining clinical curative effect data to establish a drug effect and component response curved surface model, the limitation that only a few index components are concerned in traditional detection is broken through, so that a detection result can accurately reflect the multi-target and overall regulation characteristics of the traditional Chinese medicine preparation, and the detection accuracy is improved. The problem that the components are qualified but the curative effect is poor due to single detection dimension is avoided, and the relevance between quality detection and the clinical curative effect is remarkably improved.
Owner:湖南中医药高等专科学校

Rapid marinating soup quality parameter acquisition method and marinating time optimization method in sauce marinated product cooling process

PendingCN121164560ATesting foodCorrelation analysisNmr data
The invention discloses a rapid marinating soup quality parameter acquisition method and a marinating time optimization method in a sauced product cooling process, and belongs to the technical field of sauced product production processes, and the method comprises the following steps: S1, acquiring near infrared spectrum data of a meat sample by adopting a near infrared spectrum technology; performing two-dimensional correlation analysis on the near infrared spectrum data, converting the one-dimensional spectrum data into two-dimensional correlation spectrum data, and improving the resolution of the one-dimensional spectrum data and the separation degree of overlapping peaks to obtain a two-dimensional correlation analysis result; s2, processing the two-dimensional correlation spectrum data by using a moving window technology, observing a time period in which a functional group changes along with external interference, and converting static detection of a substance into dynamic analysis to obtain a moving window technology processing result; and S3, acquiring nuclear magnetic resonance data of the meat sample by adopting a nuclear magnetic resonance technology, and reflecting the motion state of hydrogen protons. According to the invention, the meat moisture migration and fat oxidation degree can be accurately identified.
Owner:四川御味央厨食品有限公司

A method, apparatus, equipment, and storage medium for downhole nuclear magnetic resonance inversion based on pruned Bayesian methods.

This application discloses a downhole nuclear magnetic resonance (NMR) inversion method, apparatus, equipment, and storage medium based on pruned Bayesian methods, relating to the field of NMR data processing technology. The method includes: constructing a forward dataset based on fluid relaxation time and acquisition parameters, and adding Gaussian white noise to obtain the inversion input signal; initializing prior parameters, posterior mean, and variance; constructing a kernel matrix based on relaxation time points; constructing a kernel-dictionary matrix using Gaussian functions; updating the fitted echo data and fitting residuals using hierarchical Bayesian methods, thereby updating the prior parameters; updating the posterior mean through evidence maximization and calculating the proportion of each fluid component; pruning the kernel-dictionary matrix according to a preset pruning threshold and proportion, iterating until a termination condition is met, and finally mapping to obtain a two-dimensional NMR relaxation spectrum. This method solves the problem of waiting time and loss of diffusion relaxation dimension information caused by improved logging efficiency, which makes accurate multidimensional NMR logging inversion difficult.
Owner:CHINA UNIV OF PETROLEUM (BEIJING)

Method for analyzing the content of d-lactic acid repeating units in polylactic acid

The method for analyzing the content of D-lactic acid repeating units in polylactic acid of the present disclosure is characterized in that without special chemical treatment of polylactic acid, the content of D in polylactic acid can be quickly and accurately analyzed by using NMR data of polylactic acid and hypothetical polylactic acid.
Owner:LG CHEM LTD

Nuclear magnetic resonance analysis systems and methods

A system and method include an analysis control unit configured to receive nuclear magnetic resonance (NMR) data of a sample. A reference database is in communication with the analysis control unit. The reference database stores standard data including information regarding a plurality of standards for chemical compounds, and may also store information regarding quantum mechanical spectral analysis (QMSA) model data and test method data. The analysis control unit is further configured to compare the NMR data with the standard data to determine if the NMR data is associated with one of the plurality of standards, and identify one or more differences between the NMR data and the one of the plurality of standards.
Owner:UNITED STATES PHARMACOPEIAL CONVENTION

Dual-channel self-supervision pre-training method and model for NMR one-dimensional spectrogram signal and computer readable storage medium

The invention provides a dual-channel self-supervision pre-training method for NMR (nuclear magnetic resonance) one-dimensional spectrogram signals, which comprises the following steps of: after L2 standardization and water peak removal are performed on the NMR signals, constructing a dual-task MAE framework, inputting the first channel into Transformer by adopting Patch Embedding, and inputting the second channel into a shared encoder after extracting features through a four-stage CNN (convolutional neural network) containing InstanceeNorm1d; the double decoders reconstruct the original input respectively, wherein the CNN path uses a deconvolution network to complete up-sampling; the loss is dynamically fused by learnable weights. Meanwhile, the invention further provides a training model generated under the training method and a corresponding computer medium, by adopting InstanceNorm1d, the stability of a small batch is improved, a signal physical structure is reserved by using L2 standardization, the representation learning ability of label-free NMR data is effectively improved, and the method is suitable for downstream tasks such as disease detection and the like.
Owner:PROTEINT (TIANJIN) BIOTECHNOLOGY CO LTD

Low-field NMR relaxation time correlation spectrum reconstruction method based on deep learning

The invention discloses a low-field NMR relaxation time correlation spectrum reconstruction method based on deep learning, and the method comprises the steps: obtaining a sample pair which comprises original TD-NMR data, corresponding noiseless TD-NMR data and an NMR relaxation time correlation spectrum label, building a deep neural network model which comprises a convolution denoising module and a GViT inversion module, and carrying out the reconstruction of a low-field NMR relaxation time correlation spectrum. A total loss function including denoising loss, inversion loss and forward modeling loss is constructed, and robust reconstruction from original TD-NMR data with a low signal-to-noise ratio to a high-precision two-dimensional NMR relaxation time correlation spectrum is achieved. According to the method, the problems of high calculation cost, long time consumption and poor reconstruction effect on the two-dimensional relaxation time correlation spectrum of the low-signal-to-noise-ratio TD-NMR data in the traditional inversion technology are effectively solved.
Owner:INNOVATION ACAD FOR PRECISION MEASUREMENT SCI & TECH CAS

Method for establishing mathematical model of relationship between spontaneous imbibition volume and time of porous medium

A method for establishing mathematical model of relationship between spontaneous imbibition volume and time of porous medium includes sample pretreatment, fully-saturation and centrifugal experiments and NMR T2 measurement. First, two rock core samples of predetermined size are selected for cleaning and drying. The first rock sample is vacuumed and injected with water to obtain a saturated sample for NMR T2 measurement. Then, spontaneous imbibition experiment is conducted on another sample, and T2 measurements are conducted to obtain the water distribution and migration characteristics during the imbibition process. Next, the calculation of the imbibition permeability, average capillary pressure and surface relaxivity are conducted based on the NMR data obtained from two samples. Finally, substitute these parameters into the Handy relationship to obtain a new NMR-based mathematical spontaneous imbibition model.
Owner:CHINA UNIV OF GEOSCIENCES (BEIJING)

System, method, and medium for end to end NMR based crude plant optimization

There are provided systems, methods, and processor-readable media for optimizing the end to end operation of a hydrocarbon processing system using NMR spectroscopy data. The hydrocarbon processing system is configured to process hydrocarbon feedstock material, via a configuration defined by a set of configuration parameters, such that one or more final products are produced. A yield prediction model is used to process NMR data obtained from an NMR scan of the feedstock material to generate yield prediction data. The yield prediction data includes predictions of product yields of various intermediate products and / or final products. An optimization module is used to process the yield prediction data predicted by the trained yield prediction model such that optimized configuration parameter data is obtained. The optimized configuration parameter data is effective for establishing an optimized configuration for operating the hydrocarbon processing system that optimizes or improves an objective metric.
Owner:SUNCOR ENERGY INC

Compound structure analysis method and system based on nuclear magnetic resonance data

The invention discloses a compound structure analysis method and system based on nuclear magnetic resonance data, and the method comprises the steps: receiving original nuclear magnetic resonance data, collected by a nuclear magnetic instrument, of a to-be-analyzed compound, preprocessing the original nuclear magnetic resonance data so as to convert the nuclear magnetic resonance data in a time domain form into nuclear magnetic resonance data in a frequency domain form, suppress noise interference and output a peak position list; constructing a solvent peak template matched with an actual spectrogram peak shape in the nuclear magnetic resonance data, delimiting candidate areas in the peak position list according to a configured search interval, and matching a signal of each candidate area with a signal of the solvent peak template to obtain a solvent peak; removing the solvent peak, calculating the offset between the actual chemical shift and the theoretical value, applying the offset to global chemical shift correction to obtain a chemical shift list, and performing structural analysis on the to-be-analyzed compound based on the chemical shift list. According to the invention, the problem of poor accuracy during compound structure analysis in the prior art is solved.
Owner:赣江中药创新中心

Multi-channel electron spectrometer

1. Name of the designed product: multi-channel electronic spectrometer. 2. Use of the designed product: for nuclear magnetic resonance data acquisition, simultaneously acquiring multiple data to K-space, parallel receiving and processing multi-frequency signals from different atomic nuclei. 3. Design points of the designed product: in shape. 4. Picture or photo that best shows the design points: front view.
Owner:BEIJING LIMECHO TECH CORP LTD

First half echo inclusion in nuclear magnetic resonance data

Systems and techniques are provided for determining a time zero echo of a nuclear magnetic resonance (NMR) sequence. An example method includes obtaining, via an NMR tool in a borehole, echo waveforms associated with refocusing pulses and a free induction decay (FID) waveform associated with an excitation pulse; determining echo values based on the echo waveforms and an apparent time-zero echo value based on the FID waveform, the apparent time-zero echo value representing a time zero echo; applying a correction factor to the apparent time-zero echo value to yield a corrected time zero echo value; and determining a spectrum associated with a sample based on an inversion performed on the corrected time zero echo values and the set of echo values before or after a conversion of the corrected time zero echo value and the set of echo values to porosity units, the conversion of the corrected time zero echo value and the set of echo values being based on one or more conversion factors.
Owner:HALLIBURTON ENERGY SERVICES INC

Method for generating representation of properties of substance

A method for generating a property representation of a substance is described. The method comprises: obtaining portions of one or more nuclear magnetic resonance (NMR) data of the substance, where each NMR data portion comprises one or more NMR datasets, each NMR dataset comprising intensity data and relaxation data; processing each NMR data portion into a multi-dimensional distribution of a fitting data set by performing a plurality of fits of a function, where the function includes at least 3 fitting parameters; and generating a characteristic representation of the substance from the fitting data set. The processing includes applying at least one initial guess value. Each set of fitting data comprises data embedded with at least one subset of fitting data comprising an apparent longitudinal relaxation time (T1 *), an associated apparent transverse relaxation time (T2 *) and an associated intensity (M0), preferably said function being a function of a model representing the obtained NMR data portion.
Owner:NANONORD

A dynamic discrimination method for CO2 huff and puff miscible regions in shale oil reservoirs

This invention discloses a method for dynamically identifying miscible regions in CO2 huff and puff of shale oil reservoirs, comprising: performing nuclear magnetic resonance (NMR) testing on core samples from the target reservoir; scanning the core samples to construct a three-dimensional core pore structure model, and importing NMR data to calibrate the initial fluid saturation; establishing a dynamic displacement numerical simulation model by combining the CO2-crude oil phase equation, interfacial tension model, and core permeability heterogeneity parameters; designing multiple huff and puff experiments to simulate the CO2 injection process, while simultaneously monitoring the changes in the core's NMR signal during displacement in real time, correcting the fluid saturation, pressure field, and interfacial tension parameters in the dynamic displacement numerical simulation model, and dividing the miscible regions; and selecting the optimal combination of development parameters based on the distribution of miscible regions under different injection timing, well shut-in time, and huff and puff cycles. This invention achieves accurate division and dynamic identification of miscible regions in CO2 huff and puff.
Owner:CHINA UNIV OF PETROLEUM (BEIJING)

Room acceptance method and system for medical instrument department

The invention provides a medical instrument department room acceptance method and system, and can be applied to the technical field of nuclear magnetic resonance and environment monitoring. The method comprises the following steps: injecting a nuclear magnetic resonance gas probe into a to-be-evaluated space by using a gas probe injector to form environmental disturbance of the nuclear magnetic resonance gas probe and the to-be-evaluated space; performing nuclear magnetic resonance data acquisition on the to-be-evaluated space by using a first nuclear magnetic resonance system arranged in the to-be-evaluated space to obtain a nuclear magnetic resonance spectrum sequence of each space unit; performing nuclear magnetic resonance diffusion weighted data acquisition on the to-be-evaluated space by using a second nuclear magnetic resonance system arranged in the to-be-evaluated space to obtain a diffusion weighted imaging sequence of each space unit in the to-be-evaluated space; and performing environment state evaluation on the to-be-evaluated space by using a processor based on the nuclear magnetic resonance spectrum sequence of each space unit in the to-be-evaluated space and the diffusion weighted imaging sequence of each space unit in the to-be-evaluated space to obtain an evaluation result.
Owner:ANHUI PROVINCIAL HOSPITAL

Construction quality evaluation method, system, equipment and medium for gravel pile composite foundation

This application discloses a method, system, equipment, and medium for evaluating the construction quality of a crushed stone pile composite foundation. The method includes: performing nuclear magnetic resonance (NMR) measurements on a representative single pile to obtain NMR data, wherein the representative single pile is a representative crushed stone pile in the composite foundation; evaluating the physical properties of the representative single pile based on the NMR data; conducting a penetration test on the soil surrounding the representative single pile to evaluate the physical properties of the soil; determining whether there are any abnormal bodies in the composite foundation; if the physical properties of the representative single pile and the surrounding soil both meet the requirements, and there are no abnormal bodies in the composite foundation, then the construction quality of the composite foundation is deemed to meet the standards. Using the embodiments of this application, through NMR detection, penetration tests, and abnormal body detection, a comprehensive evaluation of the construction quality of the composite foundation can be conducted from multiple dimensions, improving the accuracy and reliability of the evaluation.
Owner:雅江清洁能源科学技术研究(北京)有限公司 +1

Hydrophysiology magnetic resonance method

A nuclear magnetic resonance (NMR) system measures an effective osmolarity or tonicity and characterizes the effective osmolarity or tonicity's effect on water exchange in a specimen. The NMR system includes a magnetic resonance (MR) device, which has: a magnetic field generator; a magnetic field gradient generator; a radio frequency (RF) transmitter; and a RF receiver. The NMR system also includes a processing system coupled to the MR device. The processing system is configured to: receive sample NMR data from the MR device, the sample NMR data corresponding to the specimen; estimate an exchange rate from the NMR data, the exchange rate corresponding to the water exchange through a semipermeable membrane of the specimen; and estimate the effective osmolarity or tonicity based on the estimated exchange rate.
Owner:THE GOVERNMENT OF THE UNITED STATES OF AMERICA AS REPRESENTED BY THE SECRETARY DEPARTMENT OF HEALTH & HUMAN SERVICES

Downhole instrument acquisition and telemetry system

A method may include acquiring NMR data using a NMR unit disposed in a borehole in a formation, where the NMR data represent characteristics of the formation. The method may also include compressing the NMR data using projection followed by adaptive quantization to generate multiple, quantized data structures, where the adaptive quantization selects a gain value from a plurality of gain values. The method may further include transmitting the multiple, quantized data structures using borehole telemetry, where the multiple, quantized data structures include an indicator for the selected gain value.
Owner:SCHLUMBERGER TECH CORP

A method for predicting drug sensitivity based on blood NMR editing spectrum

The present application belongs to the technical field of medical examination, and relates to a drug sensitivity prediction method based on blood NMR editing spectrum, such as cancer immunotherapy drugs, immunological checkpoint inhibitors (ICIs), which are commonly resistant to drugs. The method first acquires pathological indexes and NMR editing spectrum fingerprint data of plasma or serum before and after drug treatment, then adopts a machine learning algorithm to construct a drug sensitivity prediction model and screen predictive biomarkers, and finally uses the biomarkers to predict the drug sensitivity of blood NMR data of patients in need of treatment. The NMR editing spectrum used in the present application is non-destructive to the sample, can comprehensively observe large and small molecules in the blood, retains the interaction information between the drug and the body, and the blood metabolism phenotype analysis can avoid the uncertainty caused by the prediction based on the upstream data set such as genomics, improve the prediction accuracy, and is expected to be applied to the clinical drug guidance of the drug-resistant drugs.
Owner:INNOVATION ACAD FOR PRECISION MEASUREMENT SCI & TECH CAS

Fast prediction system of crude oil SARA composition based on low-field nuclear magnetic resonance

This invention discloses a rapid prediction system for crude oil SARA composition based on low-field nuclear magnetic resonance (NMR), relating to the fields of petrochemical analysis and energy resource development. The system workflow is as follows: Samples covering light, medium, heavy, and high-asphalt crude oil are prepared and placed in tubes; LF-NMR transverse relaxation time (T₂) spectra are acquired using CPMG sequences, and experimental parameters are standardized; the spectra are preprocessed, including normalization and noise reduction, and features are extracted; a partial least squares regression (PLSR) model is constructed using column chromatography measurements as a reference, and optimized through cross-validation and external validation; LF-NMR data of unknown samples are input, and the system rapidly outputs the contents of saturated hydrocarbons, aromatic hydrocarbons, resins, and asphaltenes. This system requires only 5-10 minutes for a single analysis, has a prediction R² exceeding 0.95, is adaptable to crude oils with different API strengths and viscosities, has no solvent contamination, can be deployed on-site, and is suitable for oilfield development, refining optimization, and crude oil grading and pricing scenarios.
Owner:NORTHEAST GASOLINEEUM UNIV

Time-frequency domain joint reconstruction of nuclear magnetic resonance spectrum and method for evaluating reconstruction quality

The present disclosure provides a time-frequency domain joint reconstruction and reconstruction quality evaluation method of nuclear magnetic resonance spectrum, comprising the following steps: reconstructing according to undersampling data of simulation data; obtaining the uncertainty and Pearson correlation coefficient of the first reconstructed data; constructing a space rectangular coordinate system to form a point array of scattered points; reconstructing according to undersampling data of nuclear magnetic resonance data; obtaining the uncertainty of the second reconstructed data; using the approximate density to obtain the probability that the Pearson correlation coefficient is a higher value under the condition that the uncertainty is known; and evaluating the second reconstructed data. The present disclosure also provides a nuclear magnetic resonance spectrum reconstruction quality evaluation device, an electronic device and a readable storage medium. Based on the deep learning reconstruction algorithm of the time-frequency domain joint reconstruction, the present disclosure realizes the complementation and interaction of time-frequency domain information in the reconstruction process, completes the high-quality reconstruction of NMR spectrum under flexible sampling rate, sampling scheme and sampling size, and realizes the no-reference quality evaluation of the reconstruction result by constructing the reconstruction quality evaluation point array.
Owner:XIAMEN UNIV

A device for detecting water accumulation in a boom head of a tied arch bridge

The application provides a kind of for tied arch bridge suspender head ponding detection device, detection device includes: annular component and main body structure;The main body structure includes nuclear magnetic signal emission module, nuclear magnetic signal receiving module, power supply module and data processing module;Nuclear magnetic signal emission module includes radio frequency coil and nuclear magnetic signal transmitter;The radio frequency coil is coaxially arranged in the annular component, and the nuclear magnetic signal transmitter is electrically connected with the radio frequency coil circuit;The nuclear magnetic signal receiving module includes inductive coil and nuclear magnetic signal collector;The inductive coil is coaxially arranged in the annular component;The nuclear magnetic signal collector is electrically connected with the data processing module, and the data processing module is used to obtain NMR data according to nuclear magnetic resonance echo signal, and based on NMR data, the ponding state in the region to be measured is identified.The detection device in the application can not damage the original structure of anchor head protective cover during detection, to improve the convenience of detection.
Owner:BEIJING RUIWEI ENG TESTING CO LTD

Reducing effect of motion on NMR measurements

Systems and methods of removing motion-induced noise from datasets from a NMR tool. The method includes steps of generating an echo train from each dataset and identifying one or more datasets that were collected while a motion of the tool was below a predetermined threshold as stationary datasets. Datasets not identified as stationary are identified as moving datasets. The method further performs steps of building a statistical model of the echo train, estimating a motion-induced noise component of the echo train using the statistical model and the stationary datasets, calculating a distortion of the echo train for each datasets using a physical model of the tool within the wellbore, estimating a true signal of each moving dataset based on the estimated motion-induced noise component and the respective calculated distortion, estimating a true signal of each stationary dataset based on the respective calculated distortion, and combining the estimated true signals of the moving datasets and the stationary datasets to produce a superset of clean NMR data.
Owner:HALLIBURTON ENERGY SERVICES INC

Nuclear magnetic resonance equipment and use method thereof

The present invention relates to providing a nuclear magnetic resonance (NMR) device adapted for measuring NMR signals within a body part of a subject. The present invention provides a lightweight and portable nuclear magnetic resonance (NMR) apparatus suitable for measuring a measurement NMR signal using a plurality of magnets arranged in an array to produce a first non-uniform magnetic field (B0) having a B0 static field gradient, a plurality of radio frequency coils, and an acquisition device; a plurality of radio frequency coils arranged to generate an independent non-uniform magnetic field (B1) substantially perpendicular to the first non-uniform magnetic field (B0), the plurality of radio frequency coils configured to generate a plurality of different radio frequencies and bandwidths; the acquisition device is configured to acquire NMR signal data from different bandwidths in B0 and B1 gradients and process the NMR signal data to provide spatial localization. Methods of collecting NMR data and diagnosing brain injury are also provided.
Owner:WILL LUMIO LTD

Petrophysical model generation and uses thereof

Systems and methods are disclosed relating to reservoir characterization. A computed tomography (CT) imaging device is used to generate a CT image of a rock sample from a reservoir and segmented into CT slices. The CT slices are processed to identify textures of the rock sample to provide texture data. The rock sample is scanned using nuclear magnetic resonance (NMR) to provide NMR data. The NMR data is segmented to provide NMR segments. The NMR segments and texture data are analyzed to determine a contribution of each texture in each CT slice to one or more relaxation times in a corresponding NMR segment for each CT slice. A petrophysical property is predicted for each texture of each CT slice based on a contribution of each texture and the corresponding NMR segment for each CT slice. A petrophysical model for the reservoir is generated based on the predicted petrophysical property.
Owner:SAUDI ARABIAN OIL CO

A method and system for correcting core nuclear magnetic resonance measurements in a high-altitude environment

The application discloses a kind of high-altitude environment under core nuclear magnetic resonance measurement correction method and system, it is related to nuclear magnetic resonance measurement correction technical field, the method includes: obtaining multiple core sample sets of multiple work areas, sample pretreatment is executed, obtains multiple reference nuclear magnetic parameters;Collect nuclear magnetic resonance data under each temperature point, obtain multiple experimental nuclear magnetic parameter sequence sets;Total porosity correction model and T2 spectrum form correction model are constructed;Obtain matching total porosity correction model and matching T2 spectrum form correction model, execute measurement result real-time correction, obtain corrected real-time nuclear magnetic parameters.The application solves the technical problems that the existing technology has low core nuclear magnetic resonance measurement accuracy, large porosity and T2 spectrum form deviation under the influence of high-altitude environment temperature, achieves temperature self-adaptive real-time correction of core nuclear magnetic resonance measurement result in high-altitude field environment, effectively improves the technical effect of total porosity and T2 spectrum form measurement accuracy.
Owner:CHINESE ACAD OF GEOLOGICAL SCI

Low-field nuclear magnetic resonance two-dimensional spectrum inversion method, electronic equipment and storage medium

The embodiment of the invention provides a low-field nuclear magnetic resonance two-dimensional spectrum inversion method, electronic equipment and a storage medium. According to the method, iteration parameters are initialized, an objective function for inversion solution is constructed according to low-field nuclear magnetic resonance original data of a scanned object, then iterative optimization is carried out by adopting a trust region algorithm based on the objective function, an optimal inversion result is obtained, and the low-field nuclear magnetic resonance two-dimensional spectrum of the scanned object is reconstructed according to the optimal inversion result. Wherein the trust region subproblem in the trust region algorithm is constructed based on a target matrix of a target function, and the target matrix is an approximate matrix of a second derivative matrix of the target function. According to the method, the matrix operation overhead is remarkably reduced, the iteration process is efficient and stable, in addition, the trust region algorithm is adopted, the search direction and step length are dynamically adjusted through the trust region radius, it is ensured that the inversion result can still accurately separate the spectral peak position and porosity of the multi-component fluid in the complex noise environment, and therefore the calculation efficiency is improved, and meanwhile the calculation cost is reduced. And the precision of an inversion result is ensured.
Owner:CHINA UNIV OF PETROLEUM (BEIJING) +1